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Sudden stratospheric warming

Sudden stratospheric warming (SSW) is a dramatic meteorological event in the polar winter stratosphere, characterized by a rapid temperature increase of more than 40 K over a few days at altitudes of 30–50 km, often accompanied by a weakening, displacement, or reversal of the westerly winds in the stratospheric polar vortex.^[1] These events disrupt the normally stable circulation of the stratosphere, which lies approximately 10–50 km above Earth's surface, and can lead to significant atmospheric reconfiguration. SSWs are primarily caused by the upward propagation and breaking of large-scale planetary waves, known as Rossby waves, that originate in the troposphere due to topographic features like mountain ranges and land-sea thermal contrasts in the Northern Hemisphere.^[3] These waves interact with the polar vortex—a strong band of westerly winds encircling the Arctic—causing it to weaken, split, or shift southward, which allows warmer mid-latitude air to advect poleward while cold stratospheric air descends and adiabatically warms.^[4] The process typically unfolds over days to weeks, with the vortex disruption often beginning in the lower stratosphere and propagating downward.^[1] SSWs are classified into major and minor types based on specific criteria established by the World Meteorological Organization.^[1] Major SSWs require a reversal of the zonal-mean zonal winds at 10 hPa (about 30 km altitude) and 60°N latitude to easterly values, along with a poleward temperature gradient increase from 60°N, and occur roughly every other Northern Hemisphere winter, with a frequency of about 0.46–0.91 events per year from 1958 to 2014 depending on the exact definition.^[1] Minor SSWs, in contrast, involve significant temperature rises (≥25°C in one week) at any stratospheric level without full wind reversal, and are more frequent but less impactful on the vortex structure.^[1] Observations date back to the 1950s, with notable events including the 2009 warming where North Pole temperatures rose from 200 K to 260 K in five days.^[3] The effects of SSWs extend beyond the stratosphere, influencing tropospheric weather patterns for weeks to months through downward propagation of anomalies.^[4] They are associated with a negative phase of the North Atlantic Oscillation, increasing the likelihood of cold air outbreaks, snowstorms, and below-average temperatures in mid-latitude regions such as North America and Eurasia.^[5] For instance, the February 2023 SSW led to a southward shift of the vortex toward Europe, heightening risks of extreme cold in the eastern U.S. and northern Eurasia.^[5] Additionally, SSWs temporarily enhance stratospheric ozone levels and can alter the transport of trace gases like CO₂ and pollutants, with climate models suggesting potential increases in frequency under future warming scenarios due to weakened mean westerly winds.^[1]

Fundamentals

Definition and Characteristics

Sudden stratospheric warming (SSW) is a dramatic meteorological phenomenon characterized by a rapid increase in temperature in the polar stratosphere during winter, typically exceeding 40 K over a few days at high latitudes, often accompanied by a weakening or reversal of the stratospheric polar vortex.^[6] This event disrupts the normally stable stratospheric circulation, where temperatures can rise from below -80°C to near 0°C in polar regions. SSWs primarily affect the middle to upper stratosphere, with the most pronounced changes occurring between 10 and 50 hPa pressure levels, corresponding to altitudes of approximately 20-30 km. The key physical characteristics of SSWs include the breakdown of the stratospheric polar night jet, a strong westerly wind circulation encircling the poles, which leads to enhanced mixing and adiabatic warming due to descending air masses. Unlike dynamic weather patterns in the troposphere, SSWs perturb the quiescent stratosphere, where radiative equilibrium usually dominates, highlighting their role as exceptional dynamical events driven by upward-propagating planetary waves.^[6] Observational criteria for identifying a major SSW, as established in early studies, require a marked temperature rise at the 10 hPa level poleward of 60° latitude in either hemisphere, coupled with a reversal of the zonal-mean zonal winds at 10 hPa and 60° latitude from westerly to easterly. SSWs occur predominantly in the winter hemispheres, with the Northern Hemisphere experiencing more frequent and intense events—averaging about six per decade—due to continental topography that amplifies planetary wave activity and forces the polar vortex. In contrast, the Southern Hemisphere's smoother oceanic terrain results in weaker wave forcing, making SSWs rarer, with only one major event observed in September 2002 until more recent observations.^[6] These hemispheric differences underscore the influence of surface geography on stratospheric variability.

Occurrence and Frequency

Sudden stratospheric warmings (SSWs) occur predominantly in the Northern Hemisphere (NH), with major events happening approximately six times per decade, or roughly every one to two years.^[7] In contrast, SSWs are much rarer in the Southern Hemisphere (SH), with only one major event observed in September 2002, and minor events in September 2019, July and August 2024, and September 2025 (as of November 2025); model-based estimates suggest a frequency of about 4% per year for major events, implying an occurrence roughly every 25 years on average.^[8]^[9]^[10] Recent observations indicate additional minor SSWs in 2024 and 2025, potentially indicating increased variability, though major events remain exceptional. These hemispheric differences arise from stronger planetary wave activity in the NH, contributing to more frequent disruptions of the polar vortex.^[11] SSW events are confined to the winter season in each hemisphere, when the polar vortex is established. In the NH, they typically occur between November and March, with the majority peaking in mid- to late winter during January and February.^[12] In the SH, occurrences are limited to May through September, aligning with austral winter conditions.^[8] These events are centered in the polar regions, primarily between 60° and 90° latitude, where the stratospheric polar vortex is strongest.^[13] The warmings are most pronounced at altitudes corresponding to 10–30 hPa pressure levels, where zonal-mean temperature gradients reverse and the vortex weakens dramatically.^[11] Long-term observations indicate a slight increase in NH SSW frequency since the 1950s, with climatological estimates rising from around 5–6 events per decade in earlier periods to higher variability in recent decades.^[14] This trend has been tentatively linked to Arctic amplification, which may enhance conditions for vortex disruptions, though the connection remains under investigation without established causation.^[15] In the SH, events remain exceptionally infrequent, with no clear trend toward increased occurrence beyond the isolated 2002 major and recent minor instances.^[9]

Historical Development

Discovery and Early Observations

The discovery of sudden stratospheric warming (SSW) is attributed to Richard Scherhag, who in 1952 observed a dramatic temperature increase in the upper stratosphere using radiosonde measurements at Berlin's Tempelhof Airport. On 26 January 1952, temperatures at around 13 hPa began rising anomalously, reaching a warming of approximately 30°C within two days, from about -69°C to -37°C. A similar event occurred in late February 1952, with temperatures at 10 hPa increasing by roughly 37°C to -12.4°C. These observations, conducted with U.S.-provided neoprene balloons capable of reaching altitudes up to ~30 km, marked the first documented instances of such rapid stratospheric changes.^[16] In the early 1950s, advancements in the global radiosonde network facilitated broader detection of SSWs, enabling meteorological organizations to analyze upper-air data more systematically. Prior to this, stratospheric observations were limited, but improved balloon technology and international data sharing, including from U.S. and British stations, allowed for the recognition of SSWs as distinct from tropospheric warmings. Scherhag's reports emphasized the explosive nature of these events in the stratosphere, where temperature rises were too pronounced to be explained by simple horizontal advection alone, highlighting their unique dynamical character.^[16] The 1960s saw the formalization of SSW monitoring and classification, with the World Meteorological Organization (WMO) establishing the STRATWARM warning system in 1964 to issue real-time bulletins on warming intensity and progression, based on enhanced high-altitude soundings from radiosondes and rocketsondes. Initial criteria for major SSWs, outlined in the WMO/International Quiet Sun Year (IQSY) report, focused on poleward temperature increases at 10 hPa or below, with a latitudinal gradient reversal from 60° latitude. These definitions were later refined through dynamical insights, such as those from Matsuno (1971), who modeled planetary wave propagation as a key driver, influencing the shift toward circulation-based criteria.^[16]^[11] Before the satellite era began in 1979, observational challenges due to sparse radiosonde coverage—primarily over northern mid-latitudes—resulted in underestimation of SSW frequency and characteristics, particularly in the Southern Hemisphere where data stations were even fewer. Stratospheric maps were produced irregularly at select pressure levels, limiting global synoptic analysis and early detection of polar events in less-monitored regions.^[16]

Key Historical Events

One of the earliest documented major sudden stratospheric warmings (SSWs) in the Northern Hemisphere (NH) occurred in February 1976, notable for causing a split in the polar vortex, where the vortex divided into two distinct lobes due to amplified planetary wave activity.^[13] This event highlighted the role of wave propagation in vortex destabilization, marking a key observation in understanding SSW dynamics.^[16] In the winter of 1988-1989, a major SSW in the NH led to significant stratospheric temperature increases and vortex weakening, which influenced early studies on ozone depletion by demonstrating how dynamical disruptions could limit chemical ozone loss through warmer conditions and reduced isolation of polar air.^[17] This event provided critical data for linking SSW variability to ozone chemistry, as the warming reduced the extent of the ozone hole that year compared to colder winters.^[18] The 2018 NH SSW, a vortex-displacement type, preceded the severe cold outbreak known as the "Beast from the East" in Europe, with stratospheric temperatures rising rapidly by over 50°C at the pole in early February, driven by strong upward propagation of tropospheric waves.^[19] This major warming disrupted the polar vortex, shifting it southward and exemplifying the troposphere-stratosphere coupling observed in such events.^[20] In the Southern Hemisphere (SH), the first confirmed major SSW occurred in September 2002, characterized by a reversal of zonal winds at 10 hPa and temperatures rising by about 40°C over Antarctica, fundamentally challenging prior assumptions of SSW rarity in the SH due to its smoother topography.^[8] Although initially disputed in classification, this event established the possibility of major warmings south of the equator.^[21] The 2019 SH event, classified as minor but exceptionally strong, saw vortex winds at 10 hPa, 60°S weaken to near-zero values with temperatures increasing by over 30°C, disrupting the Antarctic vortex and setting records for persistence of negative Southern Annular Mode phases.^[22]^[23] Recent NH events include a minor SSW in January 2021-2022, which weakened the polar vortex without full reversal but contributed to an early spring breakup on March 4, 2022, about one month ahead of the climatological norm.^[24] In early 2024, during the 2023-2024 winter, two major SSWs occurred, the first in mid-January 2024 and the second in early March 2024, leading to repeated vortex disruptions and influencing mid-latitude weather patterns over North America.^[25] The March 2025 SSW abruptly terminated the NH polar vortex season, with polar cap temperatures at 10 hPa rising by approximately 20°C from mid-February lows, marking an early final warming and preventing vortex reformation.^[26] In late November 2025, an early SSW event began weakening the NH polar vortex, potentially leading to persistent cold weather patterns across mid-latitudes during the 2025-2026 winter.^[27] In the SH, the July-August 2024 period featured two consecutive minor SSWs, designated SW07 and SW08, each causing rapid temperature rises of about 17°C in the Antarctic stratosphere from typical -80°C levels, representing the earliest such dual events on record since 1979 and further weakening the polar vortex.^[10] A rare SSW unfolded over the South Pole in September 2025, with stratospheric temperatures surging by 30°C to around -20°C, significantly decelerating vortex circulation and classified as a minor warming due to the timing outside peak winter.^[28] This event was followed by renewed stratospheric warming in early October 2025, with temperature anomalies exceeding 25°C and further vortex weakening.^[29]^[30] Post-2019 SH SSWs have shown an apparent increase in frequency and intensity, with at least four notable events from 2019 to 2025 compared to just one prior major in 2002, potentially linked to enhanced climate variability such as shifts in planetary wave patterns under global warming.^[31] This trend underscores the growing relevance of SH warmings, though major events remain infrequent relative to the NH.^[32]

Classification

Major Sudden Stratospheric Warmings

Major sudden stratospheric warmings (SSWs) represent the most intense subtype of these atmospheric events, characterized by a complete disruption of the stratospheric polar vortex during the winter season. According to the World Meteorological Organization (WMO) criteria, a major SSW is identified when the zonal-mean zonal wind at 10 hPa and 60° latitude reverses from westerly to easterly (less than 0 m/s), accompanied by a poleward increase in zonal-mean temperature from 60° latitude at that level or below.^[1] This reversal must persist, with the winds returning to westerly for at least 20 consecutive days before another event can be classified.^[25] The temperature in the polar stratosphere typically rises by more than 30–40 K over a few days, driven by the descent of air from higher altitudes and the breakdown of the vortex.^[1] The structural impacts of major SSWs involve a profound reconfiguration of the polar vortex, which normally encircles the pole with strong westerly winds. During these events, the vortex either splits into two or more distinct lobes or is displaced significantly off the pole, often toward mid-latitudes, leading to its temporary collapse.^[33] This breakdown extends vertically across much of the stratosphere (typically 20–40 km altitude) and can influence latitudes up to 60°N in the Northern Hemisphere, with wave activity propagating equatorward.^[34] The process is often triggered by the amplification and breaking of upward-propagating Rossby waves from the troposphere, which deposit momentum and heat in the stratosphere.^[33] In the Northern Hemisphere, major SSWs occur with a frequency of approximately six events per decade, with 44 documented cases from the winter of 1957/1958 to 2023/2024 based on reanalysis data.^[25] These events exhibit marked interdecadal variability but show no robust trend in frequency over the observational record.^[35] In contrast, major SSWs are extremely rare in the Southern Hemisphere due to the stronger and more stable polar vortex there, with only one observed event in September 2002, which involved a vortex split and significant ozone hole disruption.^[36] Subsequent Southern Hemisphere warmings, such as the minor event in 2019, did not meet the major criteria of zonal wind reversal.^[37] Major SSWs can be distinguished by their vortex morphology: split events, where the vortex divides into multiple parts (e.g., the January 2009 event, which saw the vortex split into lobes over Canada and Europe with temperatures rising over 50 K at the pole), versus displacement events, where the vortex shifts off-pole without fully splitting (e.g., aspects of the February 2018 event, where initial displacement led to partial splitting and prolonged mid-latitude effects).^[38]^[39] These events typically evolve over 1–2 months, with the rapid warming phase lasting about a week, followed by a gradual recovery of the vortex as westerly winds reestablish.^[40]

Minor Sudden Stratospheric Warmings

Minor sudden stratospheric warmings (SSWs) represent a less intense variant of stratospheric disturbances compared to major events, characterized by substantial polar temperature increases without a full reversal of the zonal circulation. These events involve a rapid rise in temperature of at least 25°C over one week or less at any single point in the stratosphere of the winter hemisphere, typically at levels around 10 hPa or below, while the zonal-mean westerly winds at 60°N weaken—often incorporating an easterly component—but do not reverse to easterly.^[41] The classification and frequency of minor SSWs are less standardized compared to major events, contributing to variations in reported occurrences. Unlike major SSWs, there is no complete breakdown of the meridional temperature gradient or the stratospheric polar vortex, resulting in partial distortion rather than total disruption. The impacts of minor SSWs are generally confined to temporary weakening or displacement of the polar vortex, leading to shorter-lived atmospheric anomalies that persist for days to a few weeks. These disturbances can enhance planetary wave activity, causing localized cooling in the stratosphere outside the warming region and modest alterations in tropospheric circulation, though with reduced surface weather influences compared to major events. In some cases, minor SSWs serve as precursors to major ones, where initial wave-driven vortex distortions escalate into more profound disruptions. In the Northern Hemisphere, minor SSWs occur more frequently than major events. They are less common in the Southern Hemisphere, where the polar vortex is more stable and planetary waves are weaker, resulting in fewer documented cases and limited research focus despite similar underlying mechanisms.

Final Warmings

Final warmings represent a seasonal variant of stratospheric wind reversals, characterized by an irreversible shift from westerly to easterly zonal-mean winds at 60° latitude and 10 hPa pressure level in late winter or early spring. This transition is identified as the last date when daily mean zonal winds fall below 0 m/s and do not return to westerly values for more than 10 consecutive days before the end of the season (typically 30 April in the Northern Hemisphere). Unlike temporary disruptions, this permanent reversal marks the breakdown of the polar night jet and the end of the winter polar vortex. These events often qualify as major-type warmings, featuring polar cap temperature increases exceeding 40 K at 10 hPa over a few days, accompanied by vortex displacement or splitting.^[42] In the annual cycle of stratospheric circulation, final warmings play a crucial role by signaling the natural termination of the winter westerly regime and the onset of summer easterlies, driven primarily by increasing solar insolation that heats the stratosphere and weakens the vortex. This process occurs once per year in each hemisphere, with the Northern Hemisphere event typically in March or April and the Southern Hemisphere counterpart in September to November. The timing can vary by up to two months in the Northern Hemisphere and over one month in the Southern Hemisphere, influenced by the interplay of radiative cooling cessation and residual planetary wave activity. By reversing the zonal flow irreversibly, final warmings facilitate the transition to the summer easterly circulation, completing the seasonal cycle of the polar stratosphere.^[42] Final warmings differ from mid-winter sudden stratospheric warmings in their predictable seasonal timing, less abrupt evolution, and inherent connection to solar forcing rather than sporadic wave forcing alone. While mid-winter events involve temporary vortex weakenings or breakdowns with winds recovering to westerly within weeks, final warmings are the culminating, non-reversible phase of vortex decay, often exhibiting clear wave-1 or wave-2 geometries that propagate the reversal. Their occurrence is annual and tied to the vernal equinox period, contrasting with the irregular, multi-event nature of winter SSWs (about six per decade in the Northern Hemisphere). This seasonal context underscores their role as a normative transition rather than an anomalous disruption.^[42] Observationally, final warmings are detected using reanalysis datasets like ERA-Interim or JRA-55, focusing on zonal wind and temperature anomalies at 10 hPa, though timing may differ slightly across pressure levels (e.g., earlier at 50 hPa than at 10 hPa). Early-season events in the Northern Hemisphere can resemble major SSWs if not properly contextualized by their post-March occurrence and lack of westerly recovery, leading to potential misclassification in automated detection schemes. To avoid this, analyses incorporate seasonal cutoffs and irreversibility checks, ensuring distinction from irregular winter events.^[42]

Dynamics and Causes

Atmospheric Mechanisms

Sudden stratospheric warmings (SSWs) are primarily driven by the upward propagation of planetary-scale Rossby waves from the troposphere into the stratosphere. These waves, typically of zonal wavenumbers 1 and 2, originate in the midlatitudes and are generated by topographic and thermal forcing in the lower atmosphere. In winter, the stratosphere's weak residual circulation and cold temperatures allow for efficient vertical propagation, as per the Charney-Drazin criterion, which requires westerly zonal winds weaker than the wave's phase speed for transmission across the tropopause. Amplification occurs due to reduced radiative damping and favorable refractive indices in the winter hemisphere, enabling waves to reach the polar stratosphere where they interact with the vortex.^[16] Upon reaching the stratosphere, these planetary waves deposit momentum through breaking and dissipation, leading to instability in the polar vortex. For wavenumber 1 forcing, the vortex undergoes displacement off the pole, while wavenumber 2 forcing causes splitting into two or more weaker vortices. This instability arises from the transfer of easterly angular momentum to the mean flow, decelerating and potentially reversing the westerly zonal winds. The process creates a "surf zone" of enhanced mixing and irreversibly transports potential vorticity equatorward, eroding the vortex's isolation. Observations and simulations show that sustained wave activity over days to weeks is crucial for full vortex breakdown.^[16] The dynamical evolution of the zonal mean flow during SSWs is captured by the transformed Eulerian mean (TEM) framework, which isolates wave-mean flow interactions. The TEM zonal momentum equation in log-pressure coordinates is given by

\frac{\partial \bar{u}}{\partial t} - f \bar{v}^* = -\frac{1}{a \cos\phi} \frac{\partial}{\partial \phi} \left( \frac{\cos\phi F^{(\phi)}}{\rho_0} \right) + X,

where \bar{u} is the zonal mean wind, f is the Coriolis parameter, \bar{v}^* is the meridional residual velocity, F^{(\phi)} is the meridional component of the Eliassen-Palm (EP) flux, \rho_0 is a reference density, a is Earth's radius, \phi is latitude, and X represents dissipation. The convergence of the EP flux term (wave forcing) decelerates \bar{u}, driving the residual circulation \bar{v}^* that induces descent and adiabatic warming. This formulation, derived from quasi-geostrophic theory, reveals how planetary wave dissipation directly forces the mean flow reversal central to SSWs.^[44] Under normal winter conditions, the polar stratosphere maintains a radiative balance where longwave cooling by CO₂ and ozone is offset by subsidence-induced adiabatic heating. SSWs disrupt this equilibrium through sudden dynamical heating from descending air parcels, creating a temporary imbalance where heating rates exceed the polar night's cooling of about 2–3 K/day. This leads to temperature rises of 30–50 K in days, far outpacing radiative relaxation timescales of weeks. Recovery involves reestablishing radiative cooling to rebuild the vortex.^[16]^[44]

Influencing Factors

Several internal and external factors modulate the occurrence and intensity of sudden stratospheric warmings (SSWs) by influencing planetary wave propagation and the strength of the stratospheric polar vortex. The quasi-biennial oscillation (QBO), a dominant mode of variability in the tropical stratosphere characterized by alternating easterly and westerly winds descending over approximately 2.5 years, plays a key role in Northern Hemisphere (NH) SSW variability. During the easterly phase of the QBO, the likelihood of SSWs increases by about 50% compared to the westerly phase, primarily because easterly winds weaken the subtropical jet and facilitate greater upward propagation of Rossby waves into the stratosphere.^[45]^[46] This modulation arises as the QBO alters the background wind structure, reducing critical levels that might otherwise reflect planetary waves back to the troposphere.^[47] Geographical differences between hemispheres further explain SSW asymmetry, with NH events occurring more frequently due to topographic and land-sea distribution contrasts. Orographic features such as the Rocky Mountains, Himalayas, and Tibetan Plateau in the NH excite stronger stationary planetary waves through mechanical forcing and thermal contrasts, enhancing wave amplitude that can disrupt the polar vortex. In contrast, the Southern Hemisphere's (SH) predominantly oceanic surface generates weaker wave activity, resulting in fewer SSWs and a more stable polar vortex.^[48] These land-sea and topographic influences amplify NH wave forcing, particularly for wavenumbers 1 and 2, which are critical for vortex breakdown.^[49] Solar activity, governed by the 11-year cycle, exerts a subtle influence on SSW dynamics, particularly for minor warmings. During solar maximum periods, enhanced ultraviolet radiation heats the stratosphere, strengthening the polar vortex and delaying the onset of minor SSWs, whereas solar minimum conditions promote earlier minor warming events by weakening vortex stability.^[50]^[51] Volcanic aerosols, injected into the stratosphere by major eruptions, provide another transient modulator; they heat the tropical lower stratosphere through radiative absorption, which can suppress planetary wave propagation northward and reduce the overall risk of SSWs in the immediate post-eruption years.^[52]^[53] Changes in atmospheric composition, including ozone and greenhouse gases (GHGs), also affect SSW variability over longer timescales. Meanwhile, increasing GHG concentrations from fossil fuel emissions are projected to alter planetary wave patterns, but multi-model assessments show no robust change in the frequency of major SSWs over the 21st century.^[54]^[55]^[56] These composition-driven effects highlight how human-induced forcings can amplify or dampen natural SSW variability.^[55]

Impacts

Immediate Weather Effects

Sudden stratospheric warmings (SSWs) facilitate stratosphere-troposphere coupling, whereby the weakening of the stratospheric polar vortex propagates downward, influencing tropospheric circulation on timescales of weeks to months, with initial geopotential height anomalies emerging in the lower troposphere within approximately 1-2 weeks following the SSW onset. This downward propagation often results in positive geopotential height anomalies over the mid-latitudes, promoting persistent high-pressure blocking patterns that alter surface weather regimes. In the Northern Hemisphere (NH) mid-latitudes, SSWs are associated with enhanced cold air outbreaks, particularly over Eurasia and North America, where the risk of extreme cold events increases in the weeks following the event due to the southward displacement of Arctic air masses facilitated by weakened westerly jets.^[57] These outbreaks are exacerbated by the development of blocking highs, such as the North Atlantic Oscillation's negative phase, leading to prolonged periods of subzero temperatures and frost in affected regions. Major SSWs, characterized by vortex splitting or displacement, tend to produce more pronounced tropospheric responses compared to minor events.^[16] SSWs also contribute to heightened storm activity in NH mid-latitudes, driven by the amplified meridional temperature gradients and Rossby wave propagation. This enhanced cyclogenesis often results in greater snowfall accumulations across parts of Europe, eastern North America, and Siberia, as cold outbreaks intersect with moisture-laden storm tracks, leading to heavy winter precipitation events. In contrast, Southern Hemisphere (SH) SSWs are rarer and less studied, but their effects are generally weaker and less predictable than in the NH, though the minor SSW in September 2019 contributed to prolonged drought conditions in Australia by altering tropospheric circulation patterns and suppressing rainfall.^[23] A rare SH SSW event began in November 2025, potentially influencing austral summer weather patterns through vortex weakening and downward propagation.^[58]

Long-term Climate Implications

Sudden stratospheric warmings (SSWs) in the Southern Hemisphere disrupt the polar vortex, leading to enhanced transport of ozone-rich air from mid-latitudes into the polar region, which temporarily increases stratospheric ozone concentrations and reduces the severity of the Antarctic ozone hole. For instance, during the 2019 SH SSW, polar cap ozone levels rose significantly, resulting in a roughly 50% reduction in the ozone hole area compared to typical years.^[59]^[21] In the Northern Hemisphere, SSWs similarly produce positive ozone anomalies across stratospheric altitudes for up to 30 days post-onset, driven by dynamical mixing that counters chemical depletion processes.^[60] Climate change influences SSW frequency through Arctic amplification, where enhanced polar warming weakens the stratospheric polar vortex and amplifies planetary wave activity, potentially increasing NH SSW occurrences. Recent analyses of CMIP6 models indicate divergent projections, but some studies project a 20-60% rise in NH SSW frequency by 2100 under high-emission scenarios, linked to sea ice loss and tropospheric warming.^[61]^[62] In the Southern Hemisphere, post-2019 trends show rare but recurrent SSW events, including two in 2024, with emerging evidence suggesting a role for greenhouse gas-induced changes in wave propagation, though models generally predict stabilization of the vortex and reduced SSW probability due to ozone recovery.^[63]^[64] SSWs contribute to variability in the North Atlantic Oscillation (NAO) by inducing downward propagation of stratospheric anomalies, often shifting the NAO to its negative phase for 1-2 months post-event, which influences decadal-scale winter circulation patterns over the North Atlantic and Eurasia. This stratospheric influence accounts for a significant portion of NAO multidecadal variability in models, with potential feedbacks to global circulation through altered jet stream positions.^[65]^[66] Post-2021 research highlights how SSWs may amplify extreme weather under ongoing warming, with 2023-2025 modeling studies showing increased persistence of cold outbreaks and storms following SSWs due to enhanced Arctic-midlatitude linkages. In the SH, the 2024 SSW events were tied to anomalous planetary waves driven by blocking patterns associated with Antarctic sea ice loss, exacerbating regional circulation disruptions.^[67]^[10]

Monitoring and Prediction

Observational Techniques

Radiosondes, balloon-borne instruments measuring pressure, temperature, humidity, and winds, have been essential for obtaining in-situ vertical profiles in the lower and middle stratosphere since the 1950s, offering high accuracy for temperature and wind data during SSW events despite their limited spatial coverage over land stations. These observations typically extend up to about 30 km altitude and have been crucial for detecting rapid temperature rises and zonal wind reversals at levels like 10 hPa and 50 hPa, providing direct measurements that validate broader datasets. Ground-based rocketsondes complemented radiosondes by probing the upper stratosphere above 40 km, supplying additional wind and temperature profiles during early SSW studies in the late 1950s.^[16] Satellite remote sensing has revolutionized global SSW monitoring since the late 1970s, with instruments like the Limb Infrared Monitor of the Stratosphere (LIMS) on Nimbus-7 providing the first radiance-based temperature and trace gas profiles, enabling polar vortex tracking through infrared emissions. The Microwave Limb Sounder (MLS) on the Aura satellite, operational since 2004, measures stratospheric temperature, ozone, and species like NOx and CO with high vertical resolution, capturing ozone anomalies and temperature increases during SSW events across the globe. Microwave sounders such as MLS offer limb-viewing geometry for detailed vertical structure, while infrared sensors on earlier platforms like Nimbus-7 facilitated initial vortex displacement observations.^[16]^[68] Reanalysis datasets integrate historical observations with models to reconstruct continuous stratospheric fields, with ERA5 (covering 1950–present) and MERRA-2 (1980–present) providing gridded temperature, wind, and geopotential height data essential for SSW detection over sparse regions like the Southern Hemisphere. These datasets use assimilated radiosonde and satellite inputs to identify SSW criteria, such as polar cap temperature anomalies exceeding 3 standard deviations at 10 hPa, and have documented over 40 major events since 1980 with metrics like main-phase duration and strength. ERA5, in particular, verifies SSW trends through high-resolution pressure levels, showing consistency with independent observations within 2 K discrepancies.^[69]^[70] Recent advances include GPS radio occultation (RO) techniques, which derive high-resolution (~1 km) temperature and pressure profiles globally by analyzing signal bending from GNSS satellites, with the COSMIC-2 constellation (launched 2019) delivering thousands of daily soundings since 2020 for real-time SSW monitoring. RO data enable anomaly-based detection via threshold exceedance areas in temperature and bending angle profiles, tracking vortex weakening with metrics like main-phase area exceeding 3×10⁶ km², as demonstrated in events like 2009 and applicable to ongoing COSMIC-2 observations. Lidar networks, such as the Network for the Detection of Atmospheric Composition Change (NDACC), provide ground-based, high-vertical-resolution measurements of temperature, winds, ozone, and aerosols up to the mesosphere, enhancing real-time polar vortex monitoring during SSWs through Rayleigh and Doppler techniques. Advances from 2022–2025 include lidar detections of gravity wave breaking on the vortex edge, supporting detailed SSW evolution studies at sites like those in NDACC.^[71]^[72]^[73]

Forecasting and Models

Subseasonal-to-seasonal (S2S) prediction models from organizations such as the European Centre for Medium-Range Weather Forecasts (ECMWF) and the National Oceanic and Atmospheric Administration (NOAA) employ ensemble methods to forecast the onset of sudden stratospheric warmings (SSWs) with lead times typically ranging from 2 to 4 weeks. These ensembles generate multiple simulations from perturbed initial conditions to capture uncertainty, enabling probabilistic assessments of SSW likelihood. For instance, ECMWF's S2S system has demonstrated hit rates exceeding 50% for major Northern Hemisphere SSWs up to 15-20 days in advance, depending on precursors like the Madden-Julian Oscillation (MJO) phases 5-7 and easterly quasi-biennial oscillation (QBO) conditions.^[74] NOAA's Climate Forecast System version 2 (CFSv2) similarly contributes to multi-model ensembles, with overall skill for polar vortex disruptions around 40-60% at 2-week leads for displacement-type SSWs.^[74] Numerical models, particularly whole-atmosphere general circulation models (GCMs) like the Whole Atmosphere Community Climate Model (WACCM), are essential for simulating the underlying wave-vortex interactions that drive SSWs. WACCM, part of the Community Earth System Model framework, extends from the troposphere to the mesosphere and incorporates parameterizations for quasi-biennial oscillation (QBO) effects, gravity wave drag, and planetary wave propagation to realistically reproduce stratospheric variability. These models resolve the nonlinear interactions between upward-propagating Rossby waves and the polar vortex, allowing hindcast studies to evaluate SSW frequency and mechanisms under different climate forcings. Higher vertical resolution in WACCM enhances the simulation of major SSWs by better capturing vortex splitting and displacement events.^[75]^[76] Forecasting SSWs faces key challenges, including the underestimation of Southern Hemisphere (SH) events prior to 2019, when such occurrences were rare and models lacked sufficient representation of Antarctic vortex dynamics due to limited wave activity. The unprecedented 2019 SH SSW highlighted model biases, such as oversensitivity to upward wave fluxes, leading to poor predictability in operational systems at the time. Advances from 2023 to 2025 have integrated artificial intelligence (AI) and machine learning (ML) techniques, trained on reanalysis datasets like ERA5, to improve lead times and reduce biases; for example, generative AI models like FM-Cast achieve skillful probabilistic forecasts up to 20 days for SSW onset, intensity, and morphology across 18 major events from 1998-2024. Video prediction methods using deep learning have further extended reliable predictions to 20 days by treating stratospheric fields as spatiotemporal sequences.^[23]^[77]^[78]^[79] Operational forecasting systems, such as the World Meteorological Organization's (WMO) STRATALERT program established in the 2000s, provide real-time monitoring and alerts for stratospheric anomalies, integrating data from global models to document SSW events. Recent enhancements incorporate AI for bias correction and extended-range predictions; for the March 2025 Northern Hemisphere SSW, which abruptly reversed polar vortex winds on March 7, NASA's GEOS-S2S ensemble system successfully forecasted the disturbance 20 days ahead, with AI-augmented approaches from providers like Salient Predictions reducing false alarms in subseasonal guidance. For instance, as of November 2025, ensemble models are predicting a SSW event disrupting the polar vortex in late November, potentially leading to cold outbreaks in December across North America and Eurasia.^[16]^[26]^[80]^[81]

References

[1]
[PDF] DEFINING SUDDEN STRATOSPHERIC WARMINGS
A stratospheric warming can be said to be major if at 10 mb or below the lati- tudinal mean temperature increases poleward from. 60 degrees latitude and an ...
[2]
Polar stratospheric warming facts - NASA Ozone Watch
These stratospheric sudden warmings are caused by atmospheric waves that originate in the troposphere. The waves are forced by the large-scale mountain ...Missing: definition | Show results with:definition
[3]
Sudden Stratospheric Warming Events - National Weather Service
A sudden stratospheric warming is a significant disruption of the stratospheric polar vortex that begins with large-scale atmosphere waves.
[4]
Disrupted polar vortex brings sudden stratospheric warming in ...
Feb 16, 2023 · Sudden stratospheric warming events can be caused by large atmospheric waves in either the stratosphere or the troposphere. Planetary waves have ...Missing: definition | Show results with:definition
[5]
https://www.climate.gov/news-features/event-tracker/disrupted-polar-vortex-brings-sudden-stratospheric-warming-february
[6]
More Frequent Sudden Stratospheric Warming Events due to ...
Major sudden stratospheric warming (SSW) events occur in the Arctic stratosphere at a frequency of about six events per decade and involve a reversal of the ...
[7]
Life Cycle of Major Sudden Stratospheric Warmings in the Southern ...
Sudden stratospheric warmings (SSWs) are rare in the Southern Hemisphere (SH), making it difficult to study possible precursors or subsequent impacts. Using a ...
[8]
What chance of a sudden stratospheric warming in the southern ...
Sep 24, 2020 · The southern hemisphere jet stream weakens and the storm track shifts equatorward for weeks or even months after the stratospheric wind weakens ...
[9]
Defining Sudden Stratospheric Warmings in - AMS Journals
Sudden stratospheric warmings (SSWs) are large, rapid temperature rises in the winter polar stratosphere, occurring predominantly in the Northern Hemisphere.Abstract · HISTORY OF SSW... · SENSITIVITY OF SSW...
[10]
Defining Sudden Stratospheric Warming in Climate Models
A sudden stratospheric warming (SSW) is an abrupt warming event in the polar stratosphere. It occurs mostly in mid- and late winter (January and February) and ...
[11]
The Life Cycle of the Northern Hemisphere Sudden Stratospheric ...
According to the WMO definition, a stratospheric warming occurs when the latitudinal gradient in 10-hPa zonal-mean temperatures between 85° and 60°N is positive ...
[12]
The dynamical evolution of Sudden Stratospheric Warmings of the ...
Mar 14, 2022 · Studies have shown that the frequency of Sudden Stratospheric Warming (SSW) in the Arctic has been increasing since 1957/58, which is about 1.1 ...
[13]
How Frequent Are Antarctic Sudden Stratospheric Warmings in ...
May 20, 2021 · What chance of a sudden stratospheric warming in the southern hemisphere? Environmental Research Letters, 15, 104038. https://doi.org ...
[14]
Sudden Stratospheric Warmings - Baldwin - 2021 - AGU Journals
Nov 23, 2020 · Sudden stratospheric warmings (SSWs) are impressive fluid dynamical events in which large and rapid temperature increases in the winter polar stratosphere.Abstract · Introduction · Historical Background · Effects on the Atmosphere...
[15]
Large Stratospheric Sudden Warming in Antarctic Late Winter and ...
The sudden warming as well as other warmings which followed it made the 1988 ozone hole shallow in depth and small in area. Long-term observation at Syowa ...
[16]
The influence of climate change and the timing of stratospheric ...
Jan 20, 1994 · Doubling CO2 amounts produced no significant increase in ozone depletion with the 1989 wave amplitudes, but with 1990 wave amplitudes, an Arctic ...
[17]
Weatherwatch: sudden stratospheric warming and the Beast from ...
Mar 19, 2018 · A record-breaking sudden stratospheric warming (SSW) event that began on 11 February. The stratosphere is the second layer of Earth's atmosphere, sat above the ...
[18]
Northern Hemisphere mid‐winter vortex‐displacement and vortex ...
Oct 13, 2014 · Northern Hemisphere mid-winter vortex-displacement and vortex-split stratospheric sudden warmings: Influence of the Madden-Julian Oscillation ...
[19]
Role of Southern Hemisphere sudden stratospheric warming in ...
Mar 1, 2024 · SSWs are extremely rare in the Southern Hemisphere (SH). The only major warming observed in the SH was the September 2002 event (Varotsos, 2002) ...
[20]
The Southern Hemisphere Minor Sudden Stratospheric Warming in ...
Jun 24, 2020 · A minor sudden stratospheric warming (SSW) happened in September 2019 in the Southern Hemisphere (SH) with winds at 10 hPa, 60°S reaching their minimum value ...
[21]
The 2019 Southern Hemisphere Stratospheric Polar Vortex ...
Sudden stratospheric warming events (SSWs) are characterized by dramatic warming and weakening of the stratospheric polar vortex. SSWs have a profound impact on ...Abstract · Dynamical processes for the... · Prediction of the 2019...
[22]
Arctic Stratosphere Dynamical Processes in the Winter 2021–2022
Sep 22, 2022 · Spring breakup of the Northern Hemisphere stratosphere circulation occurred on 4 March 2022, i.e., 1 month earlier than the climatic date from ...
[23]
[PDF] Two Major Sudden Stratospheric Warmings during Winter 2023/2024
Feb 10, 2025 · Sudden stratospheric warmings (SSWs) are abrupt warmings where the stratosphere temperature can rise by over 50°C in a few days, defined by a ...
[24]
The Stratospheric Sudden Warming of March 2025 Abruptly Ended ...
Mar 7, 2025 · Stratospheric Sudden Warmings (SSW) disrupt the climatological Northern Hemisphere (NH) wintertime westerly flow, rapidly warming the polar ...
[25]
The Sudden Stratospheric Warming Events in the Antarctic in 2024
Apr 2, 2025 · While major SSW events occur approximately six times per decade in the Arctic, they occur much more rarely in Antarctica due to weaker ...
[26]
Sudden 30C temperature rise over Antarctica upends Australia's ...
Sep 25, 2025 · Temperatures above Antarctica have risen by 30C, in a rare event that could potentially flip Australia's spring weather for months.
[27]
Sudden Stratospheric Warming 2025: Australia's Effects
Oct 7, 2025 · SSW 2025 has weakened the Antarctic vortex and increases the chance of negative SAM bursts in the next 2–6 weeks, which often means hotter ...
[28]
Southern Hemisphere Sudden Stratospheric Warmings Continue to ...
Abstract. In 2019, a stratospheric warming event strongly disrupted the stratospheric circulation in the Southern Hemisphere.
[29]
Southern Hemisphere Sudden Stratospheric Warmings Continue to ...
Oct 7, 2025 · Our findings show that the frequency of major stratospheric warmings remains close to the historical frequency up to a warming of 2 K before ...
[30]
[PDF] Sudden Stratospheric Warmings - Ed Gerber
During an SSW, the polar vortex breaks down, accompanied by rapid descent and warming of air in polar latitudes, mirrored by ascent and cooling above the ...
[31]
A New Look at Stratospheric Sudden Warmings. Part III: Polar Vortex ...
Mar 15, 2009 · Vortex-splitting events are typically barotropic, with the vortex split occurring near simultaneously over a large altitude range (20–40 km).
[32]
No Robust Evidence of Future Changes in Major Stratospheric ... - NIH
Major stratospheric sudden warmings (SSWs) are the largest instance of wintertime variability in the Arctic stratosphere. Due to their relevance for the ...
[33]
[PDF] The Unusual Southern Hemisphere Stratosphere Winter of 2002
This large wave event resulted in the first ever observed major stratospheric warming in the southern hemisphere. This wave event split the Antarctic ozone hole ...<|control11|><|separator|>
[34]
[PDF] The 2019 Southern Hemisphere Stratospheric Polar Vortex ...
Jun 29, 2021 · Sudden stratospheric warming events (SSWs) are characterized by dramatic warming and weakening of the stratospheric polar vortex. SSWs have ...
[35]
The January 2009 major sudden stratospheric warming
Dec 22, 2011 · [4] The purpose of this paper is to present the first whole- atmosphere simulations of a real event, the major January 2009 SSW.
[36]
[PDF] The 2018-19 Arctic Stratospheric Polar Vortex
The vortex was displaced towards the Atlantic sector by the strong Aleutian anticyclone, and then split into two smaller vortices (Figure 4).
[37]
The Life Cycle of the Northern Hemisphere Sudden Stratospheric ...
Jul 1, 2004 · Sudden stratospheric warmings (SSWs) dominate the variability of the Northern Hemisphere (NH) wintertime stratospheric circulation (e.g., see ...
[38]
[PDF] Stratospheric Warming: Synoptic, Dynamic and General-Circulation ...
of the stratosphere is evolving from studies utilizing the world-wide radiosonde network, a more limited ... Sudden Warming of Early 1957. J. Atmos. Sci., vol. 20 ...
[39]
https://repository.library.noaa.gov/view/noaa/68143/noaa_68143_DS1.pdf
[40]
https://atmos.uw.edu/~dennis/LimpasuvanetalVortexJC_04.pdf
[41]
Stratospheric Warmings Diagnosed Using the Transformed Eulerian ...
Terms in the transformed Eulerian mean equations are computed for the stratospheric warmings of December and January, 1976–77.
[42]
Which Sudden Stratospheric Warming Events Are Most Predictable?
Sep 9, 2022 · In addition, the easterly phase of the Quasi-Biennial Oscillation (QBO) leads to more SSWs, and while case studies have suggested that SSWs ...
[43]
Teleconnections of the Quasi‐Biennial Oscillation in a multi‐model ...
May 4, 2021 · During Northern Hemisphere winter, the stratospheric polar vortex in most of these models strengthens when the QBO near 50 hPa is westerly and ...
[44]
Surface impacts of the Quasi Biennial Oscillation - ACP
Teleconnections between the Quasi Biennial Oscillation (QBO) and the Northern Hemisphere zonally averaged zonal winds, mean sea level pressure (mslp) and ...
[45]
[PDF] Northern Hemisphere Stratospheric Polar Vortex Morphology under ...
Compared to its Southern Hemisphere counterpart, the SPV exhibits greater variability due to stronger wave activity in the Northern. Hemisphere, primarily ...
[46]
Comparison of Key Characteristics of Remarkable SSW Events in ...
On the other hand, the minor SSW in 2019 involved an exceptionally strong wave-1 planetary wave and a large polar temperature enhancement by 50.8 K/week, but it ...
[47]
Solar & QBO Influences on Stratospheric Sudden Warmings
The major findings are that QBO/E years are more disturbed than QBO/W years, primarily during early winter. Sudden warmings in Smax years tend to occur later ...Missing: minor | Show results with:minor
[48]
A Possible Transfer Mechanism for the 11-Year Solar Cycle to the ...
Jan 11, 2007 · A frequency modulation of sudden warming events is noted, with warmings occurring earlier in solar minimum periods than in solar maximum periods ...Missing: minor | Show results with:minor
[49]
Volcanic aerosol modification of the stratospheric circulation ... - ACP
Sep 23, 2025 · As the primary effect of volcanic aerosols during the initial post-eruption period is to heat the tropical stratosphere, the midlatitude ...
[50]
The impact of hemispherically asymmetrical volcanic aerosol ...
Aug 26, 2025 · With fewer waves reaching the upper stratosphere, the risk of sudden stratospheric warming decreases, sustaining the polar vortex's strong ...
[51]
On the surface impact of Arctic stratospheric ozone extremes
Hence the presence of elevated levels of ODS, and the accompanying ozone depletion, do not seem to affect the frequency of SSWs. We now turn to the main ...
[52]
Impact of Climate Change on Stratospheric Sudden Warmings as ...
The dynamics of Northern Hemisphere major midwinter stratospheric sudden warmings (SSWs) are examined using transient climate change simulations.
[53]
[PDF] CHAPTER 5 StratoSpheric ozone changeS and climate
Given that SSWs are very rare events in the Southern Hemisphere, their frequency can be estimated only from long model integrations. Two recent studies were the ...<|control11|><|separator|>
[54]
Arctic and Pacific Ocean Conditions Were Favorable for Cold ...
We conclude that a combination of reduced Arctic sea ice, La Niña, and a sudden stratospheric warming in January 2021 were factors in the February 2021 extreme ...<|control11|><|separator|>
[55]
Antarctic Ozone Enhancement During the 2019 Sudden ...
Jun 23, 2020 · We analyze the 2019 sudden stratospheric warming event that occurred in the Southern Hemisphere through its impact on the Antarctic ozone.
[56]
Ozone anomalies over the polar regions during stratospheric ... - ACP
Sep 13, 2024 · For SSW events, ozone anomalies are positive at all altitudes within 30 d after onset, followed by negative anomalies descending in the middle ...
[57]
Influence of high-latitude blocking and the northern stratospheric ...
Abstract. It is widely accepted that Arctic amplification (AA)—enhanced Arctic warming relative to global warming—will increasingly moderate cold-air outbreaks ...
[58]
The Impact of a Changing Climate on the Frequency of Sudden ...
This study found there is a statistically significant increase in SSW events in the future. Mechanisms that influence the changes in SSW event frequency are ...
[59]
[PDF] Southern Hemisphere Sudden Stratospheric Warmings Continue to ...
Oct 5, 2025 · Abstract. In 2019, a stratospheric warming event strongly disrupted the stratospheric circulation in the Southern Hemisphere.Missing: satellite | Show results with:satellite
[60]
2019 Southern Hemisphere SSW was not a Result of Climate Change
We further find that increasing GHG s greatly decrease the probability of occurrence of SSWs and did not cause t he 2019 event . Given the expected increases in ...Missing: trends post-
[61]
Using large ensembles to quantify the impact of sudden ... - WCD
Feb 23, 2023 · ... What chance of a sudden stratospheric warming in the southern hemisphere?, Environ. Res. Lett., 15, 104038, https://doi.org/10.1088/1748 ...
[62]
Model spread in multidecadal North Atlantic Oscillation variability ...
Jul 19, 2024 · We calculate the 20-year running mean winter SSW frequency and examine whether multidecadal variability in winter polar vortex strength is ...
[63]
Winter stratospheric extreme events impact European storm damage
Jul 4, 2025 · Extreme stratospheric events, such as sudden stratospheric warmings or strong polar vortex events, can have a persistent influence on winter ...
[64]
Microwave Limb Sounder | Aura MLS Overview - NASA
MLS makes measurements of atmospheric composition, temperature, humidity and cloud ice that are needed to (1) track stability of the stratospheric ozone layer.
[65]
Monitoring sudden stratospheric warmings under climate change ...
Jan 24, 2023 · A sudden stratospheric warming (SSW) was first observed by Richard Scherhag using radiosonde measurements in Berlin, Germany, in January ...<|control11|><|separator|>
[66]
NOAA CSL: Stratospheric Modeling & Analysis: SSWC
Sudden stratospheric warmings (SSWs) are large and rapid temperature increases in the polar stratosphere associated with a complete reversal of the ...Missing: rise | Show results with:rise
[67]
Monitoring sudden stratospheric warmings using radio occultation
Mar 26, 2021 · We introduce a new method to detect and monitor sudden stratospheric warming (SSW) events using Global Navigation Satellite System (GNSS) ...
[68]
Lidar | Network for the Detection of Atmospheric Composition Change
Sep 24, 2025 · Lidar is a laser-based technique used to monitor atmospheric ozone, temperature, aerosols, water vapor, and polar stratospheric clouds.Missing: sudden warming advances 2022-2025
[69]
Direct Lidar Measurements of High-Frequency Gravity Waves ...
The first direct detection of high-frequency gravity waves refracting and breaking on the winds of the stratospheric Polar Vortex.
[70]
Which Sudden Stratospheric Warming Events Are Most Predictable?
1. Introduction. During a major sudden stratospheric warming (SSW), stratospheric westerly winds in the circumpolar region reverse to easterly winds and ...
[71]
Impact of Increased Vertical Resolution in WACCM on the ... - MDPI
Mar 29, 2022 · Here we analyse the impact of increased vertical resolution on the simulation of major sudden stratospheric warmings (SSWs) in the Whole Atmosphere Community ...
[72]
[PDF] An Assessment of the Quasi-Biennial Oscillation (QBO) and Sudden ...
This research advances the understanding of stratospheric simulations in GCMs and stratosphere-troposphere interactions. Stratospheric QBO-like oscillations and ...
[73]
A process-based evaluation of biases in extratropical stratosphere ...
Feb 7, 2025 · In the Southern Hemisphere, the stratospheric vortex is oversensitive to upward-propagating wave flux in the forecast systems. Forecast systems ...
[74]
(PDF) Efficient Generative AI Boosts Probabilistic Forecasting of ...
Nov 2, 2025 · Evaluated across 18 major SSW events (1998-2024), FM-Cast skillfully forecasts the onset, intensity, and morphology of 10 events up to 20 days ...
[75]
Predicting Sudden Stratospheric Warmings Using Video Prediction ...
Apr 26, 2025 · Video prediction techniques are applied to predict Sudden Stratospheric Warmings events, enabling comprehensive forecasts of polar vortex ...
[76]
Sudden stratospheric warming - Wikipedia
Sudden stratospheric warming (SSW) is an atmospheric phenomenon that occurs when polar stratospheric temperatures suddenly rise by several degrees.History · Classification and description · Dynamics · Weather and climate effects
[77]
The Challenge & Importance of Forecasting Sudden Stratospheric ...
Mar 15, 2024 · Summary: Salient's AI-powered methodology reduces bias in forecasting Sudden Stratospheric Warming (SSW) events, which are difficult to predict ...Missing: methods skill